update flask app notes update

whylabs · Aug 26, 2021 · 9af169d · 9af169d
1 parent 1fb0fa6
commit 9af169d
Showing 1 changed file with 8 additions and 8 deletions.
diff --git a/examples/flask_pytorch_example/Flask App Logging.ipynb b/examples/flask_pytorch_example/Flask App Logging.ipynb
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4aa0014",
+   "id": "4486a5be",
    "metadata": {},
    "source": [
     "We will begin by loading the model and the `whylogs` logger in memory as the application is launched. The function `get_or_create_session` will create a local configuration or load the default configuration file `.whylabs.yml` \n",
@@ -73,15 +73,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4fc9c79",
+   "id": "4590499f",
    "metadata": {},
    "source": [
     "## Receiving Request and Monitoring Inputs"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "4aecf3b2",
+   "id": "8aed19bb",
    "metadata": {},
    "source": [
     "We will set the endpoint for our app to be `/predict`, this will the main interactions with our application, hence it is important to monitor all the data that is coming in. In this case the request json will include a path to an image.\n",
@@ -120,8 +120,8 @@
     "                                            [0.229, 0.224, 0.225])])\n",
     "    return my_transforms(image).unsqueeze(0)\n",
     "```\n",
-    "\n",
-    "Putting it all together, we add the additional steps in the predict methods\n",
+    "### Inference\n",
+    "Putting it all together, we add the additional steps for the model inference and log the output info. \n",
     "\n",
     "```python\n",
     "@app.route(\"/predict\", methods=[\"POST\"])\n",
@@ -153,7 +153,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "366fff00",
+   "id": "d936f22d",
    "metadata": {},
    "source": [
     "You can test run your app by running locally with \n",
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a1e7702",
+   "id": "82d11cf3",
    "metadata": {},
    "source": [
     "You can wait 30 seconds until the log rotates, or you can change the log rotation time"
@@ -219,7 +219,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4af9e95",
+   "id": "24a8113f",
    "metadata": {},
    "source": [
     "You can load your profiles and view them individually with the viewer, or with the some of viz tools in the library.\n",